Reinforcement learning models in ViZDoom environment

Last update: Dec 09, 2022

Overview

DoomNet

DoomNet is a ViZDoom agent trained by reinforcement learning. The agent is a neural network that outputs a probability of actions given only pixels from the screen buffer and set of game variables.
DoomNet is a 1st Runner-Up at Visual Doom AI Competition 2018.

What a simple behavior tree can do

1st Runner-Up at Visual Doom AI Competition 2018

Visual Doom AI Competition 2017

Joint work with Bobby DeSimone

DoomNet's view is at left in the middle row

D3 Battle

Health Gathering

Rocket Basic

Basic

Owner

Andrey Kolishchak

GitHub Repository

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✂️ EyeLipCropper is a Python tool to crop eyes and mouth ROIs of the given video.

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JAX-based neural network library

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An integration of several popular automatic augmentation methods, including OHL (Online Hyper-Parameter Learning for Auto-Augmentation Strategy) and AWS (Improving Auto Augment via Augmentation Wise Weight Sharing) by Sensetime Research.

An integration of several popular automatic augmentation methods, including OHL (Online Hyper-Parameter Learning for Auto-Augmentation Strategy) and AWS (Improving Auto Augment via Augmentation Wise

45 Dec 08, 2022

Reinforcement learning models in ViZDoom environment

Related tags

Overview

DoomNet

What a simple behavior tree can do

1st Runner-Up at Visual Doom AI Competition 2018

Visual Doom AI Competition 2017

D3 Battle

Health Gathering

Rocket Basic

Basic

Owner

Andrey Kolishchak

R-package accompanying the paper "Dynamic Factor Model for Functional Time Series: Identification, Estimation, and Prediction"

✂️ EyeLipCropper is a Python tool to crop eyes and mouth ROIs of the given video.

Text and code for the forthcoming second edition of Think Bayes, by Allen Downey.

python 93% acc. CNN Dogs Vs Cats ( Pytorch )

Implementing a simplified copy of Shazam application from scratch using MinHashing and LSH.

Efficient Conformer: Progressive Downsampling and Grouped Attention for Automatic Speech Recognition

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WormMovementSimulation - 3D Simulation of Worm Body Movement with Neurons attached to its body

JAX-based neural network library

An integration of several popular automatic augmentation methods, including OHL (Online Hyper-Parameter Learning for Auto-Augmentation Strategy) and AWS (Improving Auto Augment via Augmentation Wise Weight Sharing) by Sensetime Research.

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